Dynamic multi-objective optimization with evolutionary algorithms: a forward-looking approach
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Adaptive genetic algorithms applied to dynamic multiobjective problems
Applied Soft Computing
Performance measures and particle swarm methods for dynamic multi-objective optimization problems
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Towards high speed multiobjective evolutionary optimizers
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Multiobjective Optimization
Evolutionary Multiobjective Optimization for Dynamic Hospital Resource Management
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Evolutionary continuation methods for optimization problems
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Performance Measures for Dynamic Multi-Objective Optimization
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
A competitive-cooperative coevolutionary paradigm for dynamic multiobjective optimization
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II
IEEE Transactions on Evolutionary Computation
A fast multi-objective evolutionary algorithm based on a tree structure
Applied Soft Computing
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Memetic algorithm for dynamic bi-objective optimization problems
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Adaptive primal-dual genetic algorithms in dynamic environments
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Prediction-based population re-initialization for evolutionary dynamic multi-objective optimization
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
The parallel single front genetic algorithm (PSFGA) in dynamic multi-objective optimization
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
An investigation on noise-induced features in robust evolutionary multi-objective optimization
Expert Systems with Applications: An International Journal
Handling uncertainties in evolutionary multi-objective optimization
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
High performance computing for dynamic multi-objective optimisation
International Journal of High Performance Systems Architecture
Attention to multiple local critics in decision making and control
Expert Systems with Applications: An International Journal
Multiobjective optimization of temporal processes
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Perspectives in dynamic optimization evolutionary algorithm
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
Information Sciences: an International Journal
A hybrid evolutionary metaheuristics (HEMH) applied on 0/1 multiobjective knapsack problems
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A classification of dynamic multi-objective optimization problems
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Bat algorithm for multi-objective optimisation
International Journal of Bio-Inspired Computation
Infeasibility driven evolutionary algorithm with ARIMA-based prediction mechanism
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
A high throughput system for intelligent watermarking of bi-tonal images
Applied Soft Computing
Achieving balance between proximity and diversity in multi-objective evolutionary algorithm
Information Sciences: an International Journal
Multi-swarm co-evolutionary paradigm for dynamic multi-objective optimisation problems
International Journal of Intelligent Information and Database Systems
Clonal selection algorithm for dynamic multiobjective optimization
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Simplex model based evolutionary algorithm for dynamic multi-objective optimization
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
A class of multiobjective linear programming models with random rough coefficients
Mathematical and Computer Modelling: An International Journal
Gaussian mixture modeling for dynamic particle swarm optimization of recurrent problems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Approximating multi-objective scheduling problems
Computers and Operations Research
Multiobjective cuckoo search for design optimization
Computers and Operations Research
A hybrid evolutionary approach with search strategy adaptation for mutiobjective optimization
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Evolutionary computation for dynamic optimization problems
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Benchmarks for dynamic multi-objective optimisation algorithms
ACM Computing Surveys (CSUR)
International Journal of Metaheuristics
Optimization power consumption model of reliability-aware GPU clusters
The Journal of Supercomputing
An improved firefly algorithm for solving dynamic multidimensional knapsack problems
Expert Systems with Applications: An International Journal
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After demonstrating adequately the usefulness of evolutionary multiobjective optimization (EMO) algorithms in finding multiple Pareto-optimal solutions for static multiobjective optimization problems, there is now a growing need for solving dynamic multiobjective optimization problems in a similar manner. In this paper, we focus on addressing this issue by developing a number of test problems and by suggesting a baseline algorithm. Since in a dynamic multiobjective optimization problem, the resulting Pareto-optimal set is expected to change with time (or, iteration of the optimization process), a suite of five test problems offering different patterns of such changes and different difficulties in tracking the dynamic Pareto-optimal front by a multiobjective optimization algorithm is presented. Moreover, a simple example of a dynamic multiobjective optimization problem arising from a dynamic control loop is presented. An extension to a previously proposed direction-based search method is proposed for solving such problems and tested on the proposed test problems. The test problems introduced in this paper should encourage researchers interested in multiobjective optimization and dynamic optimization problems to develop more efficient algorithms in the near future.